| Filename | Latest commit message | Latest commit date |
|---|---|---|
e1c17e047fAdd four new example servers demonstrating different SEP-2053 variant patterns: - model-optimized (same tools, different descriptions per LLM family) - trading (API versioning with deprecation lifecycle) - research (context budget management) - Refactor the existing variants-http example into a GitHub-style server with custom ranking. Signed-off-by: Kurt Degiorgio <kdegiorgio@bloomberg.net> |
||
| .. | ||
| main.go | ||
| README.md | ||
| tools.go | ||
Research Assistant
A variant-aware MCP server that manages context budget by providing the same research tools (search_papers, get_paper, summarize) at different verbosity levels.
Pattern demonstrated: Context budget management with description verbosity control.
Variants
| Variant | Verbosity | Status | Use Case |
|---|---|---|---|
deep-research |
Multi-paragraph with usage examples | Stable | Literature reviews, large context windows |
quick-lookup |
Single-sentence descriptions | Stable | Fast Q&A, limited token budgets |
synthesis |
Balanced, moderate detail | Experimental | Report generation workflows |
All three variants expose the same three tools with the same behavior — only the description detail level differs.
Custom Ranking
Clients send a "contextSize" hint ("verbose", "compact", or "standard"). The ranking function matches the hint to the appropriate variant, falling back to priority order.
Run
go run ./examples/server/research
The server listens on http://localhost:8080.